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Voyage AI Rerank 2.5

First reranker with instruction-following capabilities enabling dynamic query steering and domain-specific optimization. Supports 32K token context (8x Cohere's) through advanced distillation techniques.

Leaderboard Rank
#4
of 12
ELO Rating
1544
#4
Win Rate
58.0%
#1
Accuracy (nDCG@10)
0.110
#2
Latency
613ms
#6

Model Information

Provider
Voyage AI
License
Proprietary
Price per 1M tokens
$0.050
Release Date
2025-08-11
Model Name
voyage-rerank-2.5
Total Evaluations
3300

Performance Record

Wins1915 (58.0%)
Losses1270 (38.5%)
Ties115 (3.5%)
Wins
Losses
Ties

Performance Overview

ELO ratings by dataset

Voyage AI Rerank 2.5's ELO performance varies across different benchmark datasets, showing its strengths in specific domains.

Voyage AI Rerank 2.5 - ELO by Dataset

Detailed Metrics

Dataset breakdown

Performance metrics across different benchmark datasets, including accuracy and latency percentiles.

DBPedia

ELO 168058.7% WR323W-188L-39T

Accuracy Metrics

nDCG@5
0.000
nDCG@10
0.000
Recall@5
0.000
Recall@10
0.000

Latency Distribution

Mean
583ms
P50 (Median)
613ms
P90
632ms

business reports

ELO 163861.5% WR338W-202L-10T

Accuracy Metrics

nDCG@5
0.000
nDCG@10
0.000
Recall@5
0.000
Recall@10
0.000

Latency Distribution

Mean
612ms
P50 (Median)
521ms
P90
734ms

FiQa

ELO 162767.1% WR369W-167L-14T

Accuracy Metrics

nDCG@5
0.108
nDCG@10
0.119
Recall@5
0.098
Recall@10
0.128

Latency Distribution

Mean
627ms
P50 (Median)
611ms
P90
814ms

arguana

ELO 150859.1% WR325W-221L-4T

Accuracy Metrics

nDCG@5
0.536
nDCG@10
0.543
Recall@5
0.960
Recall@10
0.980

Latency Distribution

Mean
675ms
P50 (Median)
612ms
P90
820ms

MSMARCO

ELO 145146.4% WR255W-247L-48T

Accuracy Metrics

nDCG@5
0.000
nDCG@10
0.000
Recall@5
0.000
Recall@10
0.000

Latency Distribution

Mean
571ms
P50 (Median)
611ms
P90
647ms

PG

ELO 136055.5% WR305W-245L-0T

Accuracy Metrics

nDCG@5
0.000
nDCG@10
0.000
Recall@5
0.000
Recall@10
0.000

Latency Distribution

Mean
612ms
P50 (Median)
612ms
P90
791ms

Compare Models

See how it stacks up

Compare Voyage AI Rerank 2.5 with other top rerankers to understand the differences in performance, accuracy, and latency.